When Numbers Lie: How Inaccurate Data Visualizations Create False Optimization Narratives
Data visualization is not just about presenting numbers. It is about shaping understanding. The words we attach to charts and figures can completely change how an audience interprets value, performance, and opportunity.
Concept 1: Repetition Does Not End Desire
Repeating pleasures never ends craving. Happiness arises from past wholesome actions, sorrow from past unwholesome ones. Drinking, eating, or indulgence again and again cannot bring lasting satisfaction. True peace comes from awareness, not repetition.
Data Governance in Action: Tidbits from My Workday
Data governance ensures that an organization’s data is accurate, secure, and trustworthy. By defining clear roles, policies, and processes, it helps businesses manage data effectively, comply with regulations, and make informed decisions. In this post, I share tidbits from my daily work life, showing how practical data governance practices turn raw data into a reliable asset for smarter business outcomes.
The Utilitarian Way of Thinking About Money and Happiness
The Utilitarian way of thinking questions “how can I use my resources to create the maximum amount of “utility” (well-being or happiness) for the greatest number of people?”
In this framework, money is not a goal or a status symbol; it is a tool for impact.
Journal
Welcome to my space—a collection of thoughts, experiences, and lessons gathered along the way.
This blog brings together my professional life in
data engineering, analytics, AI, and data pipelines
with the everyday interests that keep me curious and grounded.
You’ll find reflections on learning and problem-solving,
alongside posts about hiking, travel, gardening, cooking, movies, and hobbies
that shape my perspective beyond the screen.
I also write about practical, real-world topics such as
tenancy, rentals, short-term accommodations, and the housing market,
informed by observation, research, and lived experience.
Whether I’m exploring a trail, building a data workflow, or analyzing systems that impact daily life,
my goal is the same: to share insights that are thoughtful, practical, and useful.
This blog is both a journal and a knowledge hub—where technology meets life,
and learning never stops.
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Phone
(604) 256-2432
Surrey BC, Canada